Low-rank matrix recovery under heavy-tailed errors

Cites Work

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Estimation of high-dimensional low-rank matrices
Estimation of (near) low-rank matrices with noise and high-dimensional scaling
Oracle inequalities and optimal inference under group sparsity
Nuclear-norm penalization and optimal rates for noisy low-rank matrix completion
Robust matrix completion
A shrinkage principle for heavy-tailed data: high-dimensional robust low-rank matrix recovery
Convex multi-task feature learning
Reduced-rank regression for the multivariate linear model
A nonlinear programming algorithm for solving semidefinite programs via low-rank factorization
I-LAMM for sparse learning: simultaneous control of algorithmic complexity and statistical error
Robust regression: Asymptotics, conjectures and Monte Carlo
Compressed sensing and matrix completion with constant proportion of corruptions
Robust low-rank matrix estimation
Sub-Gaussian estimators of the mean of a random matrix with heavy-tailed entries
Implicit regularization in nonconvex statistical estimation: gradient descent converges linearly for phase retrieval, matrix completion, and blind deconvolution
Noisy low-rank matrix completion with general sampling distribution
Exact matrix completion via convex optimization
Guarantees of Riemannian optimization for low rank matrix recovery
A Singular Value Thresholding Algorithm for Matrix Completion
Adaptive Huber Regression
Guaranteed Minimum-Rank Solutions of Linear Matrix Equations via Nuclear Norm Minimization
Nonconvex Rectangular Matrix Completion via Gradient Descent Without ℓ₂,_∞ Regularization
Tight Oracle Inequalities for Low-Rank Matrix Recovery From a Minimal Number of Noisy Random Measurements
Estimation of High Dimensional Mean Regression in the Absence of Symmetry and Light Tail Assumptions
Robust reduced-rank regression
Restricted strong convexity and weighted matrix completion: Optimal bounds with noise

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